{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "48ea8ba7-aa76-45d2-ab22-1dfebdf7e19e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.tree import DecisionTreeClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b7bd33c4-600b-4134-9d62-6e500276f416",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import load_iris\n",
    "X, y = load_iris(return_X_y=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8c6ebd23-ad72-4df5-ae8d-8332afd373c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "#from scipy.stats import gaussian_kde\n",
    "#kde = gaussian_kde(data)\n",
    "#density = kde.evaluate(grid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "26931908-e0e0-4a1d-9714-315bb541551c",
   "metadata": {},
   "outputs": [],
   "source": [
    "#from sklearn.neighbors import KNeighborsClassifier\n",
    "#knn = KNeighborsClassifier(n_neighbors=5)\n",
    "#knn.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a3641432-d365-4ab0-a35f-1011dfc7769b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.neighbors import KNeighborsRegressor\n",
    "\n",
    "# Gerar dados não lineares\n",
    "np.random.seed(42)\n",
    "X = np.sort(5 * np.random.rand(80, 1), axis=0)\n",
    "y = np.sin(X).ravel() + 0.2 * np.random.randn(80)\n",
    "\n",
    "# Criar grid para visualização\n",
    "X_test = np.linspace(0, 5, 500).reshape(-1, 1)\n",
    "\n",
    "# Regressão Linear (modelo paramétrico)\n",
    "lr = LinearRegression()\n",
    "lr.fit(X, y)\n",
    "y_lr = lr.predict(X_test)\n",
    "\n",
    "# kNN Regressor (modelo não paramétrico)\n",
    "knn = KNeighborsRegressor(n_neighbors=5)\n",
    "knn.fit(X, y)\n",
    "y_knn = knn.predict(X_test)\n",
    "\n",
    "# Plotando\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(X, y, color=\"gray\", label=\"Dados\", alpha=0.6)\n",
    "plt.plot(X_test, y_lr, label=\"Regressão Linear (Paramétrico)\", color=\"blue\", linewidth=2)\n",
    "plt.plot(X_test, y_knn, label=\"kNN Regressor (Não Paramétrico)\", color=\"green\", linewidth=2)\n",
    "plt.title(\"Comparação: Modelo Paramétrico vs Não Paramétrico\")\n",
    "plt.xlabel(\"X\")\n",
    "plt.ylabel(\"y\")\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "b60e9c51-1b08-41eb-a71a-fccf5415f5d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.stats import norm, gaussian_kde\n",
    "\n",
    "# Gerar dados de exemplo\n",
    "np.random.seed(42)\n",
    "data = np.random.normal(loc=0, scale=1, size=20)\n",
    "\n",
    "# Estimar a densidade com KDE\n",
    "kde = gaussian_kde(data, bw_method=0.3)  # Bandwidth ajustável\n",
    "x_grid = np.linspace(-4, 4, 1000)\n",
    "kde_values = kde.evaluate(x_grid)\n",
    "\n",
    "# Plot\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "# Histograma\n",
    "plt.hist(data, bins=10, density=True, alpha=0.5, color='gray', label='Histograma')\n",
    "\n",
    "# Curva KDE total\n",
    "plt.plot(x_grid, kde_values, label='KDE total', color='blue', linewidth=2)\n",
    "\n",
    "# Mostrar kernels individuais\n",
    "for xi in data:\n",
    "    kernel = norm(loc=xi, scale=kde.factor * data.std())\n",
    "    plt.plot(x_grid, kernel.pdf(x_grid) / len(data), color='orange', alpha=0.5)\n",
    "\n",
    "# Destaques\n",
    "plt.title(\"KDE vs Histograma com Kernels Individuais\")\n",
    "plt.xlabel(\"Valor\")\n",
    "plt.ylabel(\"Densidade estimada\")\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b1f4d332-408c-4545-8238-a94a495db030",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Comparação visual de diferentes bandwidths\n",
    "from scipy.stats import gaussian_kde\n",
    "\n",
    "bandwidths = [0.1, 0.4, 1.0]\n",
    "x_grid = np.linspace(-4, 4, 1000)\n",
    "data = np.random.normal(0, 1, size=30)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "for bw in bandwidths:\n",
    "    kde = gaussian_kde(data, bw_method=bw)\n",
    "    plt.plot(x_grid, kde.evaluate(x_grid), label=f'h = {bw}')\n",
    "plt.hist(data, bins=10, density=True, alpha=0.3, color='gray', label='Histograma')\n",
    "plt.title(\"Impacto do Bandwidth na KDE\")\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "33cbb04a-fd5f-437f-9023-6ee246c1d4e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.stats import gaussian_kde\n",
    "\n",
    "# Simulando dados de temperatura em processo industrial\n",
    "np.random.seed(0)\n",
    "normal_operation = np.random.normal(loc=70, scale=2, size=100)\n",
    "faulty_operation = np.random.normal(loc=75, scale=1.5, size=40)\n",
    "\n",
    "# Geração do eixo x\n",
    "x_grid = np.linspace(60, 80, 1000)\n",
    "\n",
    "# Estimando densidades\n",
    "kde_normal = gaussian_kde(normal_operation, bw_method=0.3)\n",
    "kde_faulty = gaussian_kde(faulty_operation, bw_method=0.3)\n",
    "\n",
    "# Plotando\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(x_grid, kde_normal.evaluate(x_grid), label='Operação Normal', color='blue')\n",
    "plt.plot(x_grid, kde_faulty.evaluate(x_grid), label='Operação com Falha', color='red')\n",
    "plt.fill_between(x_grid, kde_normal.evaluate(x_grid), alpha=0.2, color='blue')\n",
    "plt.fill_between(x_grid, kde_faulty.evaluate(x_grid), alpha=0.2, color='red')\n",
    "\n",
    "plt.title(\"Distribuição KDE de Temperatura no Processo\")\n",
    "plt.xlabel(\"Temperatura (°C)\")\n",
    "plt.ylabel(\"Densidade Estimada\")\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "e075c929-765b-41a1-9cff-09ae5988f9b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Comparação visual de diferentes bandwidths\n",
    "from scipy.stats import gaussian_kde\n",
    "\n",
    "bandwidths = [0.1, 0.4, 1.0]\n",
    "x_grid = np.linspace(-4, 4, 1000)\n",
    "data = np.random.normal(0, 1, size=30)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "for bw in bandwidths:\n",
    "    kde = gaussian_kde(data, bw_method=bw)\n",
    "    plt.plot(x_grid, kde.evaluate(x_grid), label=f'h = {bw}')\n",
    "plt.hist(data, bins=10, density=True, alpha=0.3, color='gray', label='Histograma')\n",
    "plt.title(\"Impacto do Bandwidth na KDE\")\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "96ebb614-5a23-44cc-93db-f57bcb0e168d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from scipy.stats import gaussian_kde\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Gerando dados simulados\n",
    "data = np.random.normal(0, 1, size=100)\n",
    "\n",
    "# Criando a função KDE\n",
    "kde = gaussian_kde(data, bw_method=0.3)\n",
    "\n",
    "# Grid para visualização\n",
    "x_grid = np.linspace(-5, 5, 1000)\n",
    "\n",
    "# Plotando\n",
    "plt.plot(x_grid, kde.evaluate(x_grid))\n",
    "plt.title(\"KDE com scipy.stats\")\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "62939b95-a786-42cd-b8d4-c0448614c492",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import make_classification\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "\n",
    "# Gerar dados simulados de classificação binária\n",
    "np.random.seed(42)\n",
    "X, y = make_classification(n_samples=100, n_features=2, n_redundant=0,\n",
    "                           n_clusters_per_class=1, n_classes=2)\n",
    "\n",
    "# Criar um ponto novo para classificar\n",
    "new_point = np.array([[0.5, 0.5]])\n",
    "\n",
    "# Treinar kNN\n",
    "knn = KNeighborsClassifier(n_neighbors=5)\n",
    "knn.fit(X, y)\n",
    "\n",
    "# Obter vizinhos mais próximos\n",
    "_, indices = knn.kneighbors(new_point)\n",
    "\n",
    "# Plotar\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y, cmap='coolwarm', edgecolor='k', label='Dados de treino')\n",
    "plt.scatter(new_point[0, 0], new_point[0, 1], c='gold', edgecolor='black',\n",
    "            s=150, marker='X', label='Novo ponto')\n",
    "\n",
    "# Destacar vizinhos\n",
    "for idx in indices[0]:\n",
    "    plt.plot([new_point[0, 0], X[idx, 0]], [new_point[0, 1], X[idx, 1]],\n",
    "             'k--', alpha=0.6)\n",
    "    plt.scatter(X[idx, 0], X[idx, 1], s=200, facecolors='none',\n",
    "                edgecolors='black', linewidths=1.5)\n",
    "\n",
    "plt.title(\"kNN: Classificação por Vizinhos Mais Próximos (k=5)\")\n",
    "plt.xlabel(\"Atributo 1\")\n",
    "plt.ylabel(\"Atributo 2\")\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "6d4e5e00-1a1b-47e7-aeba-3554940653e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Pontos de exemplo\n",
    "p = np.array([1, 1])\n",
    "q = np.array([4, 5])\n",
    "\n",
    "# Calculando distâncias\n",
    "def euclidean(p, q):\n",
    "    return np.sqrt(np.sum((p - q) ** 2))\n",
    "\n",
    "def manhattan(p, q):\n",
    "    return np.sum(np.abs(p - q))\n",
    "\n",
    "def minkowski(p, q, p_order):\n",
    "    return np.sum(np.abs(p - q) ** p_order) ** (1 / p_order)\n",
    "\n",
    "# Valores\n",
    "euclid = euclidean(p, q)\n",
    "manhat = manhattan(p, q)\n",
    "minko3 = minkowski(p, q, 3)\n",
    "\n",
    "# Plot\n",
    "plt.figure(figsize=(8, 8))\n",
    "plt.scatter(*p, color='blue', label='Ponto P (1,1)', s=100)\n",
    "plt.scatter(*q, color='red', label='Ponto Q (4,5)', s=100)\n",
    "\n",
    "# Distância Euclidiana (reta)\n",
    "plt.plot([p[0], q[0]], [p[1], q[1]], color='green', linestyle='-', label=f'Euclidiana = {euclid:.2f}')\n",
    "\n",
    "# Distância Manhattan (em \"L\")\n",
    "plt.plot([p[0], p[0], q[0]], [p[1], q[1], q[1]], color='orange', linestyle='--', label=f'Manhattan = {manhat:.2f}')\n",
    "\n",
    "# Anotação\n",
    "plt.title(\"Comparação de Distâncias entre dois pontos\")\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.xlim(0, 6)\n",
    "plt.ylim(0, 6)\n",
    "plt.gca().set_aspect('equal', adjustable='box')\n",
    "plt.xlabel('X')\n",
    "plt.ylabel('Y')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "d6c912cf-1d1b-48e6-89fd-42c67e14d057",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import make_classification\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.model_selection import cross_val_score\n",
    "\n",
    "# Gerar dados sintéticos\n",
    "X, y = make_classification(n_samples=200, n_features=2, n_redundant=0,\n",
    "                           n_clusters_per_class=1, n_classes=2, random_state=42)\n",
    "\n",
    "# Testar vários valores de k\n",
    "k_values = list(range(1, 21))\n",
    "cv_scores = []\n",
    "\n",
    "for k in k_values:\n",
    "    knn = KNeighborsClassifier(n_neighbors=k)\n",
    "    scores = cross_val_score(knn, X, y, cv=5, scoring='accuracy')\n",
    "    cv_scores.append(1 - scores.mean())  # erro = 1 - acurácia\n",
    "\n",
    "# Plotando o erro de validação cruzada em função de k\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(k_values, cv_scores, marker='o', linestyle='-')\n",
    "plt.title(\"Erro de Validação Cruzada vs Número de Vizinhos (k)\")\n",
    "plt.xlabel(\"Número de Vizinhos (k)\")\n",
    "plt.ylabel(\"Erro (1 - Acurácia)\")\n",
    "plt.xticks(k_values)\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "1e1ae4c7-0aa0-4158-a07c-0094255168e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import make_blobs\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "\n",
    "# Simular dados de três estados operacionais\n",
    "X, y = make_blobs(n_samples=120, centers=[(2, 2), (6, 2), (4, 6)],\n",
    "                  cluster_std=0.8, random_state=42)\n",
    "\n",
    "# Novo ponto (condição atual do processo)\n",
    "new_point = np.array([[4.5, 3]])\n",
    "\n",
    "# Modelo kNN\n",
    "knn = KNeighborsClassifier(n_neighbors=5)\n",
    "knn.fit(X, y)\n",
    "_, indices = knn.kneighbors(new_point)\n",
    "\n",
    "# Plot\n",
    "plt.figure(figsize=(8, 6))\n",
    "scatter = plt.scatter(X[:, 0], X[:, 1], c=y, cmap='Accent', s=70, edgecolor='k', label='Histórico')\n",
    "plt.scatter(new_point[:, 0], new_point[:, 1], c='gold', edgecolor='black', s=200, marker='X', label='Condição atual')\n",
    "\n",
    "# Linhas até os vizinhos mais próximos\n",
    "for idx in indices[0]:\n",
    "    plt.plot([new_point[0, 0], X[idx, 0]], [new_point[0, 1], X[idx, 1]],\n",
    "             'k--', alpha=0.5)\n",
    "\n",
    "plt.title(\"kNN aplicado ao Diagnóstico de Estado Operacional\")\n",
    "plt.xlabel(\"Sensor 1\")\n",
    "plt.ylabel(\"Sensor 2\")\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "ce65a0e4-d5e1-48e1-ac46-1bbea3851cf8",
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "Number of informative, redundant and repeated features must sum to less than the number of total features",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[37], line 4\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msklearn\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mneighbors\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m KNeighborsClassifier\n\u001b[0;32m      2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01msklearn\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdatasets\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m make_classification\n\u001b[1;32m----> 4\u001b[0m X, y \u001b[38;5;241m=\u001b[39m make_classification(n_samples\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m100\u001b[39m, n_features\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m2\u001b[39m, n_classes\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m2\u001b[39m, random_state\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m42\u001b[39m)\n\u001b[0;32m      6\u001b[0m knn \u001b[38;5;241m=\u001b[39m KNeighborsClassifier(n_neighbors\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m5\u001b[39m)\n\u001b[0;32m      7\u001b[0m knn\u001b[38;5;241m.\u001b[39mfit(X, y)\n",
      "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\sklearn\\utils\\_param_validation.py:213\u001b[0m, in \u001b[0;36mvalidate_params.<locals>.decorator.<locals>.wrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    207\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m    208\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m config_context(\n\u001b[0;32m    209\u001b[0m         skip_parameter_validation\u001b[38;5;241m=\u001b[39m(\n\u001b[0;32m    210\u001b[0m             prefer_skip_nested_validation \u001b[38;5;129;01mor\u001b[39;00m global_skip_validation\n\u001b[0;32m    211\u001b[0m         )\n\u001b[0;32m    212\u001b[0m     ):\n\u001b[1;32m--> 213\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m    214\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m InvalidParameterError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m    215\u001b[0m     \u001b[38;5;66;03m# When the function is just a wrapper around an estimator, we allow\u001b[39;00m\n\u001b[0;32m    216\u001b[0m     \u001b[38;5;66;03m# the function to delegate validation to the estimator, but we replace\u001b[39;00m\n\u001b[0;32m    217\u001b[0m     \u001b[38;5;66;03m# the name of the estimator by the name of the function in the error\u001b[39;00m\n\u001b[0;32m    218\u001b[0m     \u001b[38;5;66;03m# message to avoid confusion.\u001b[39;00m\n\u001b[0;32m    219\u001b[0m     msg \u001b[38;5;241m=\u001b[39m re\u001b[38;5;241m.\u001b[39msub(\n\u001b[0;32m    220\u001b[0m         \u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mparameter of \u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124mw+ must be\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m    221\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mparameter of \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfunc\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__qualname__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m must be\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m    222\u001b[0m         \u001b[38;5;28mstr\u001b[39m(e),\n\u001b[0;32m    223\u001b[0m     )\n",
      "File \u001b[1;32mC:\\ProgramData\\anaconda3\\Lib\\site-packages\\sklearn\\datasets\\_samples_generator.py:214\u001b[0m, in \u001b[0;36mmake_classification\u001b[1;34m(n_samples, n_features, n_informative, n_redundant, n_repeated, n_classes, n_clusters_per_class, weights, flip_y, class_sep, hypercube, shift, scale, shuffle, random_state)\u001b[0m\n\u001b[0;32m    212\u001b[0m \u001b[38;5;66;03m# Count features, clusters and samples\u001b[39;00m\n\u001b[0;32m    213\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m n_informative \u001b[38;5;241m+\u001b[39m n_redundant \u001b[38;5;241m+\u001b[39m n_repeated \u001b[38;5;241m>\u001b[39m n_features:\n\u001b[1;32m--> 214\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[0;32m    215\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNumber of informative, redundant and repeated \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    216\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfeatures must sum to less than the number of total\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    217\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m features\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    218\u001b[0m     )\n\u001b[0;32m    219\u001b[0m \u001b[38;5;66;03m# Use log2 to avoid overflow errors\u001b[39;00m\n\u001b[0;32m    220\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m n_informative \u001b[38;5;241m<\u001b[39m np\u001b[38;5;241m.\u001b[39mlog2(n_classes \u001b[38;5;241m*\u001b[39m n_clusters_per_class):\n",
      "\u001b[1;31mValueError\u001b[0m: Number of informative, redundant and repeated features must sum to less than the number of total features"
     ]
    }
   ],
   "source": [
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.datasets import make_classification\n",
    "\n",
    "X, y = make_classification(n_samples=100, n_features=2, n_classes=2, random_state=42)\n",
    "\n",
    "knn = KNeighborsClassifier(n_neighbors=5)\n",
    "knn.fit(X, y)\n",
    "\n",
    "new_data = [[0.2, -0.8]]\n",
    "prediction = knn.predict(new_data)\n",
    "\n",
    "accuracy = knn.score(X, y)\n",
    "print(f\"Acurácia: {accuracy:.2f}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "37976e8e-2f38-4ace-ba34-6c5550cf0dd1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import make_classification\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from scipy.stats import gaussian_kde\n",
    "\n",
    "# Dados para KDE\n",
    "np.random.seed(42)\n",
    "data_kde = np.concatenate([np.random.normal(0, 1, 100), np.random.normal(5, 1, 100)])\n",
    "x_grid = np.linspace(-4, 9, 1000)\n",
    "kde = gaussian_kde(data_kde, bw_method=0.3)\n",
    "kde_vals = kde.evaluate(x_grid)\n",
    "\n",
    "# Dados para kNN\n",
    "X_knn, y_knn = make_classification(n_samples=100, n_features=2, n_redundant=0,\n",
    "                                   n_clusters_per_class=1, n_classes=2, random_state=42)\n",
    "knn = KNeighborsClassifier(n_neighbors=5)\n",
    "knn.fit(X_knn, y_knn)\n",
    "\n",
    "# Malha para fronteira de decisão\n",
    "x_min, x_max = X_knn[:, 0].min() - 1, X_knn[:, 0].max() + 1\n",
    "y_min, y_max = X_knn[:, 1].min() - 1, X_knn[:, 1].max() + 1\n",
    "xx, yy = np.meshgrid(np.linspace(x_min, x_max, 200),\n",
    "                     np.linspace(y_min, y_max, 200))\n",
    "Z = knn.predict(np.c_[xx.ravel(), yy.ravel()])\n",
    "Z = Z.reshape(xx.shape)\n",
    "\n",
    "# Plot lado a lado\n",
    "fig, axs = plt.subplots(1, 2, figsize=(14, 5))\n",
    "\n",
    "# Gráfico KDE\n",
    "axs[0].plot(x_grid, kde_vals, color='blue', lw=2)\n",
    "axs[0].fill_between(x_grid, kde_vals, color='blue', alpha=0.3)\n",
    "axs[0].set_title(\"Estimativa de Densidade com KDE\")\n",
    "axs[0].set_xlabel(\"Valor\")\n",
    "axs[0].set_ylabel(\"Densidade Estimada\")\n",
    "axs[0].grid(True)\n",
    "\n",
    "# Gráfico kNN\n",
    "axs[1].contourf(xx, yy, Z, alpha=0.4, cmap='coolwarm')\n",
    "axs[1].scatter(X_knn[:, 0], X_knn[:, 1], c=y_knn, edgecolor='k', cmap='coolwarm')\n",
    "axs[1].set_title(\"Regiões de Decisão com kNN (k=5)\")\n",
    "axs[1].set_xlabel(\"Atributo 1\")\n",
    "axs[1].set_ylabel(\"Atributo 2\")\n",
    "axs[1].grid(True)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "67c38a80-01eb-45c3-9540-944091d723d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.stats import gaussian_kde\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "data = np.random.normal(0, 1, 100)\n",
    "\n",
    "x_grid = np.linspace(-5, 5, 1000)\n",
    "\n",
    "for bw in [0.1, 0.3, 0.6, 1.0]:\n",
    "    kde = gaussian_kde(data, bw_method=bw)\n",
    "    plt.plot(x_grid, kde.evaluate(x_grid), label=f\"bw={bw}\")\n",
    "plt.legend()\n",
    "plt.title(\"Efeito da largura de banda na KDE\")\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "bc7fbc48-86e6-4c60-80dc-e53d8b48cfec",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Acurácia com k=1: 1.00\n",
      "Acurácia com k=3: 1.00\n",
      "Acurácia com k=5: 1.00\n",
      "Acurácia com k=10: 1.00\n",
      "Acurácia com k=20: 1.00\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\n",
    "\n",
    "for k in [1, 3, 5, 10, 20]:\n",
    "    knn = KNeighborsClassifier(n_neighbors=k)\n",
    "    knn.fit(X_train, y_train)\n",
    "    y_pred = knn.predict(X_test)\n",
    "    acc = accuracy_score(y_test, y_pred)\n",
    "    print(f\"Acurácia com k={k}: {acc:.2f}\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:base] *",
   "language": "python",
   "name": "conda-base-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
